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TRON_Forecast: Advanced Cryptocurrency Price Prediction¶


TRX_Forecast.png

In [22]:
# REQUIREMENTS
pip install requests pandas numpy scikit-learn pmdarima tensorflow

Get current date and time¶

In [12]:
from datetime import datetime
now = datetime.now()

print("Today is:", now.strftime("%A, %d %B %Y"))
print("Current time:", now.strftime("%H:%M:%S"))
Today is: Wednesday, 13 August 2025
Current time: 09:33:40

Today is: Wednesday, 13 August 2025¶

In [20]:
 
============================================================
☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆ TRX/USDT FORECASTING SYSTEM ☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆
============================================================

Fetching TRX/USDT historical data...
⚠️ Error from binance: binance GET https://api.binance.com/api/v3/exchangeInfo 451  {
  "code": 0,
  "msg": "Service unavai... trying next
✓ Fetched TRX/USDT data from kucoin

========================================
──────── Processing 1D interval ────────
========================================
  • Calculating 1H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 265ms/step
  • Calculating 4H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 186ms/step
  • Calculating 12H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 173ms/step
  • Calculating 1D window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 171ms/step
  • Calculating 3D window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 169ms/step
  ✓ Creating forecast comparison visualization...
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  ✓ Creating window comparison visualization...
No description has been provided for this image
  ✓ Creating model performance visualization (1H window)...
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========================================
──────── Processing 1W interval ────────
========================================
  • Calculating 1H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 300ms/step
  • Calculating 4H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 181ms/step
  • Calculating 12H window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 175ms/step
  • Calculating 1D window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 285ms/step
  • Calculating 3D window...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 176ms/step
  ✓ Creating forecast comparison visualization...
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  ✓ Creating window comparison visualization...
No description has been provided for this image
  ✓ Creating model performance visualization (1H window)...
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========================================
──────── Processing 1M interval ────────
========================================
  ⚠️ Insufficient data (17 points). Skipping.


============================================================
☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆ FORECAST RESULTS ☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆☆
============================================================

〔 1D Interval 〕

  ▣ 1H Window:
    ARIMA 1D: $0.354889
    LSTM 1D:  $0.319411
    ARIMA 1M: $0.340756
    LSTM 1M:  $0.310317

  ▣ 4H Window:
    ARIMA 1D: $0.354889
    LSTM 1D:  $0.298199
    ARIMA 1M: $0.340756
    LSTM 1M:  $0.300773

  ▣ 12H Window:
    ARIMA 1D: $0.354889
    LSTM 1D:  $0.315553
    ARIMA 1M: $0.340756
    LSTM 1M:  $0.306094

  ▣ 1D Window:
    ARIMA 1D: $0.354889
    LSTM 1D:  $0.302733
    ARIMA 1M: $0.340756
    LSTM 1M:  $0.300147

  ▣ 3D Window:
    ARIMA 1D: $0.354889
    LSTM 1D:  $0.322311
    ARIMA 1M: $0.340756
    LSTM 1M:  $0.315746

〔 1W Interval 〕

  ▣ 1H Window:
    ARIMA 1D: $0.353786
    LSTM 1D:  $0.252147
    ARIMA 1M: $0.335764
    LSTM 1M:  $0.336100

  ▣ 4H Window:
    ARIMA 1D: $0.353786
    LSTM 1D:  $0.258260
    ARIMA 1M: $0.335764
    LSTM 1M:  $0.396813

  ▣ 12H Window:
    ARIMA 1D: $0.353786
    LSTM 1D:  $0.218377
    ARIMA 1M: $0.335764
    LSTM 1M:  $0.368477

  ▣ 1D Window:
    ARIMA 1D: $0.353786
    LSTM 1D:  $0.254474
    ARIMA 1M: $0.335764
    LSTM 1M:  $0.357300

  ▣ 3D Window:
    ARIMA 1D: $0.353786
    LSTM 1D:  $0.312474
    ARIMA 1M: $0.335764
    LSTM 1M:  $0.323324

============================================================
         VISUALIZATIONS SAVED TO CURRENT DIRECTORY          
============================================================

Forecasting complete! Professional charts saved as PNG files.

In [11]:
 
Starting TRX/USDT forecasting and visualization...
Error from binance: binance GET https://api.binance.com/api/v3/exchangeInfo 451  {
  "code": 0,
  "msg": "Service unavai... trying next exchange
Successfully fetched TRX/USDT data from kucoin

Processing 1D interval for TRX...
  Calculating 1h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 177ms/step
  Calculating 3h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 172ms/step
  Calculating 6h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 174ms/step
  Calculating 12h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 291ms/step
  Calculating 1d windows...
WARNING:tensorflow:5 out of the last 5 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x7b381821d120> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 193ms/step
  Calculating 3d windows...
WARNING:tensorflow:6 out of the last 6 calls to <function TensorFlowTrainer.make_predict_function.<locals>.one_step_on_data_distributed at 0x7b3820058360> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 181ms/step
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Processing 1W interval for TRX...
  Calculating 1h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 195ms/step
  Calculating 3h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 175ms/step
  Calculating 6h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 169ms/step
  Calculating 12h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 169ms/step
  Calculating 1d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 168ms/step
  Calculating 3d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 169ms/step
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Processing 1M interval for TRX...
  Insufficient data (17 points). Skipping.


=== TRX/USDT Forecast Results ===

[1D Interval]
  1h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.304990
    ARIMA 1M: 0.339669
    LSTM 1M:  0.302929
  3h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.300383
    ARIMA 1M: 0.339669
    LSTM 1M:  0.315582
  6h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.298249
    ARIMA 1M: 0.339669
    LSTM 1M:  0.307861
  12h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.302986
    ARIMA 1M: 0.339669
    LSTM 1M:  0.299722
  1d window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.300622
    ARIMA 1M: 0.339669
    LSTM 1M:  0.300693
  3d window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.302258
    ARIMA 1M: 0.339669
    LSTM 1M:  0.292675

[1W Interval]
  1h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.223239
    ARIMA 1M: 0.333356
    LSTM 1M:  0.353374
  3h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.234057
    ARIMA 1M: 0.333356
    LSTM 1M:  0.400258
  6h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.238869
    ARIMA 1M: 0.333356
    LSTM 1M:  0.370169
  12h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.227247
    ARIMA 1M: 0.333356
    LSTM 1M:  0.371152
  1d window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.260096
    ARIMA 1M: 0.333356
    LSTM 1M:  0.287577
  3d window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.176993
    ARIMA 1M: 0.333356
    LSTM 1M:  0.350722

TRX forecasting complete! Visualizations saved as PNG files.
In [13]:
 
Starting TRX/USDT forecasting and visualization...
Error from binance: binance GET https://api.binance.com/api/v3/exchangeInfo 451  {
  "code": 0,
  "msg": "Service unavai... trying next exchange
Successfully fetched TRX/USDT data from kucoin

Processing 1D interval for TRX...
  Calculating 1h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 196ms/step
  Calculating 3h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 192ms/step
  Calculating 6h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 206ms/step
  Calculating 12h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 295ms/step
  Calculating 1d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 204ms/step
  Calculating 3d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 199ms/step
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Processing 1W interval for TRX...
  Calculating 1h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 342ms/step
  Calculating 3h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 320ms/step
  Calculating 6h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 219ms/step
  Calculating 12h windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 212ms/step
  Calculating 1d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 201ms/step
  Calculating 3d windows...
1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 193ms/step
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Processing 1M interval for TRX...
  Insufficient data (17 points). Skipping.


=== TRX/USDT Forecast Results ===

[1D Interval]
  1h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.309232
    ARIMA 1M: 0.339669
    LSTM 1M:  0.300251
  3h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.303373
    ARIMA 1M: 0.339669
    LSTM 1M:  0.310721
  6h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.283693
    ARIMA 1M: 0.339669
    LSTM 1M:  0.304839
  12h window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.298886
    ARIMA 1M: 0.339669
    LSTM 1M:  0.310844
  1d window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.301331
    ARIMA 1M: 0.339669
    LSTM 1M:  0.308169
  3d window:
    ARIMA 1D: 0.353929
    LSTM 1D:  0.298410
    ARIMA 1M: 0.339669
    LSTM 1M:  0.309971

[1W Interval]
  1h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.282066
    ARIMA 1M: 0.333356
    LSTM 1M:  0.425150
  3h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.253562
    ARIMA 1M: 0.333356
    LSTM 1M:  0.392040
  6h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.237235
    ARIMA 1M: 0.333356
    LSTM 1M:  0.245004
  12h window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.203936
    ARIMA 1M: 0.333356
    LSTM 1M:  0.384251
  1d window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.254750
    ARIMA 1M: 0.333356
    LSTM 1M:  0.351793
  3d window:
    ARIMA 1D: 0.352612
    LSTM 1D:  0.267495
    ARIMA 1M: 0.333356
    LSTM 1M:  0.422566

TRX forecasting complete! Visualizations saved as PNG files.
In [6]:

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